Analyzing 1000 Randomly Sampled Article IDs From 2001-2005 and their Corresponding Revisions
Distributed Computing
March 29, 2018
load in the data and convert to a data frame
revisions <- read.table(file = "data/articlesthatareoldenough.txt", sep = ",", quote = "\"'", stringsAsFactors = FALSE, header = FALSE, strip.white = TRUE)
remove.list <- list('\\[', '\\]')
revisions <- lapply(revisions, gsub, pattern = paste(unlist(remove.list), collapse = "|") , replacement = '')
revisions <- as.data.frame(revisions, stringsAsFactors = FALSE)
revisions_processed <-
setNames(
as.data.frame(lapply(1:ncol(revisions), function (i) {
type.convert(revisions[,i], as.is = TRUE)
}), stringsAsFactors = FALSE),
c("article_id", "article_title", "timestamp", "TEXTDATA")
)
library(tidyr)
revisions_processed <- separate(data = revisions_processed, col = timestamp, into = c('date', 'time'), sep = "T")
str(revisions_processed)## 'data.frame': 231538 obs. of 5 variables:
## $ article_id : int 100169 100169 100169 100169 100169 100169 100169 100169 100169 100169 ...
## $ article_title: chr "Parvati" "Parvati" "Parvati" "Parvati" ...
## $ date : chr "2002-10-06" "2002-10-06" "2003-01-27" "2003-08-09" ...
## $ time : chr "20:34:51Z" "22:37:13Z" "09:23:22Z" "15:25:16Z" ...
## $ TEXTDATA : int 1 1 1 1 1 1 1 1 1 1 ...head(revisions_processed)## article_id article_title date time TEXTDATA
## 1 100169 Parvati 2002-10-06 20:34:51Z 1
## 2 100169 Parvati 2002-10-06 22:37:13Z 1
## 3 100169 Parvati 2003-01-27 09:23:22Z 1
## 4 100169 Parvati 2003-08-09 15:25:16Z 1
## 5 100169 Parvati 2003-08-09 15:28:19Z 1
## 6 100169 Parvati 2003-08-16 21:27:54Z 1article.ids <- unique(revisions_processed$article_id)
# save these to a file for the webscraper
write(article.ids, file = "data/1000articleids.txt")Date work
Separate the date, create monthly counts
date_split <- separate(data = revisions_processed, col = date, into = c('year', 'month', 'day'), sep = "-")
monthlycounts <- date_split %>%
group_by(article_id, year, month) %>%
dplyr::summarise(count = n())
arrange(monthlycounts, article_id, year, month)## Warning: package 'bindrcpp' was built under R version 3.4.4revisions_to_dates <- revisions_processed
revisions_to_dates$date <- as.Date(revisions_to_dates$date, '%Y-%m-%d')
str(revisions_to_dates)## 'data.frame': 231538 obs. of 5 variables:
## $ article_id : int 100169 100169 100169 100169 100169 100169 100169 100169 100169 100169 ...
## $ article_title: chr "Parvati" "Parvati" "Parvati" "Parvati" ...
## $ date : Date, format: "2002-10-06" "2002-10-06" ...
## $ time : chr "20:34:51Z" "22:37:13Z" "09:23:22Z" "15:25:16Z" ...
## $ TEXTDATA : int 1 1 1 1 1 1 1 1 1 1 ...revisions_to_dates$date <- format(revisions_to_dates$date, format="%Y-%m")
revisions_to_dates
collapsed <- revisions_to_dates %>%
group_by(article_id, date) %>%
dplyr::summarise(count = n())
arrange(collapsed, desc(count))library(zoo)
library(scales)
article.revisions.by.year.date <- ggplot(data = collapsed, aes(x=as.yearmon(date), y = count, colour = article_id)) +
geom_line(aes(group = article_id)) +
geom_point(size = 1.3) +
scale_color_gradient2(midpoint = 7000000, labels=comma) +
labs(title = "Number of Revisions for Each Article by Month from 2001 to 2008", colour = "Article ID") +
xlab("Year-Month") +
ylab("Number of Revisions") +
theme(plot.title = element_text(size = rel(1.3)), axis.ticks.length = unit(.25, "cm"))
article.revisions.by.year.date## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave("img/article-revisions-by-year-date.png", article.revisions.by.year.date, width = 10, height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.It could be interesting to look at which articles have such high amounts of revisions.
highrevisions <- collapsed %>%
filter(count > 250)
(highrevisionarticles <- unique(highrevisions$article_id))## [1] 1078 9649 20206 25431 26152 32374 37751 60341 61322 84237
## [11] 182000ggplot(data = collapsed[which(collapsed$article_id %in% highrevisionarticles),], aes(x=as.yearmon(date), y = count, colour = article_id)) + geom_line(aes(group = article_id)) + geom_point(size = 1.3)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave('img-older/article-revisions-by-month-sample2.png',
plot = last_plot(),
width = 10,
height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.let’s normalize by total number of revisions to get percentages to see which ones had most of these edits within a small timespan
percents.of.high.revisions <- collapsed[which(collapsed$article_id %in% highrevisionarticles),] %>%
group_by(article_id) %>%
mutate(percent = count/sum(count), total = sum(count))
library(zoo)
ggplot(data = percents.of.high.revisions, aes(x=as.yearmon(date), y = percent, colour = total)) + geom_line(aes(group = article_id)) + geom_point() + scale_y_continuous(labels = scales::percent)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave('img-older/article-revisions-by-month-normalized-sample2.png',
plot = last_plot(),
width = 10,
height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.So which are the articles that had many revisions in a single month:
popular.month.articles <- unique(percents.of.high.revisions$article_id[which(percents.of.high.revisions$percent > .15)])
popular.articles <- percents.of.high.revisions[which(percents.of.high.revisions$article_id %in% popular.month.articles),]
library(directlabels)
# USE THIS - pulled out the three highest articles. add titles to legend remove geom_dl
ggplot(data = popular.articles, aes(x=as.yearmon(date), y = count, colour = total)) + geom_line(aes(group = article_id)) + geom_dl(aes(label=article_id), method = "top.points")## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
head(revisions_processed)## article_id article_title date time TEXTDATA
## 1 100169 Parvati 2002-10-06 20:34:51Z 1
## 2 100169 Parvati 2002-10-06 22:37:13Z 1
## 3 100169 Parvati 2003-01-27 09:23:22Z 1
## 4 100169 Parvati 2003-08-09 15:25:16Z 1
## 5 100169 Parvati 2003-08-09 15:28:19Z 1
## 6 100169 Parvati 2003-08-16 21:27:54Z 1popular.articles$article_id[popular.articles$article_id == 25431] <- "Russian language"
popular.articles$article_id[popular.articles$article_id == 60341] <- "Richmond, California"
popular.articles$article_id[popular.articles$article_id == 61322] <- "Alcibiades"
high.revisions.per.month.articles <- ggplot(data = popular.articles, aes(x=as.yearmon(date), y = count, colour = as.factor(article_id))) +
geom_line(aes(group = article_id)) +
labs(title = "Articles that Have High Revisions Within A Single Month", colour = "Article ID") +
xlab("Year-Month") +
ylab("Number of Revisions") +
theme(plot.title = element_text(size = rel(1.3)), axis.ticks.length = unit(.25, "cm"))
high.revisions.per.month.articles## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave("img/high-revisions-per-month-articles.png", high.revisions.per.month.articles,width = 10, height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.25431 = Russian language 60341 = Richmond, California 61322 = Alcibiades
Let’s get finer granularity in the dates
highest.collapsed.by.day <- revisions_processed[which(revisions_processed$article_id %in% popular.month.articles),] %>%
group_by(article_id, date) %>%
summarise(count = n())
arrange(highest.collapsed.by.day, desc(count))highest.collapsed.by.day$article_id[highest.collapsed.by.day$article_id == 25431] <- "Russian language"
highest.collapsed.by.day$article_id[highest.collapsed.by.day$article_id == 60341] <- "Richmond, California"
highest.collapsed.by.day$article_id[highest.collapsed.by.day$article_id == 61322] <- "Alcibiades"
library(zoo)
high.revisions.per.day.articles <- ggplot(data = highest.collapsed.by.day, aes(x=as.Date(date), y = count, color = as.factor(article_id), alpha = 0.2)) + geom_line() + geom_point(size=0.6) +
labs(title = "Articles that Have High Revisions Within A Single Day", colour = "Article ID") +
xlab("Year-Day") +
ylab("Number of Revisions") +
scale_alpha(guide = 'none') +
theme(plot.title = element_text(size = rel(1.3)), axis.ticks.length = unit(.25, "cm"))
high.revisions.per.day.articles
ggsave("img/high-revisions-per-day-articles.png", high.revisions.per.day.articles,width = 10, height = 6)On Jan 13, 2007 “Alcibiades” was the wikipedia featured article. # USE THIS - add screen shot of google search Many of the edits of “Alcibiades” were done by one author Yannismarou (went on to become an administrator in 2007). Writes tips for how to make a featured article.
Can’t tie Russian language to any news and the history for the article doesn’t go back as far as this date.
Author of many of the Richmond, CA edits “may need to be blocked due to abusive use of multiple accounts.” TROLL? sock puppetry
Back to all articles
For now, let’s normalize by total number of revisions to get percentages.
percents <- collapsed %>%
group_by(article_id) %>%
mutate(percent = count/sum(count))
library(zoo)
ggplot(data = percents, aes(x=as.yearmon(date), y = percent, colour = article_id)) + geom_line(aes(group = article_id)) + geom_point() ## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
Plot this with first revision to get plot to prove our point about article ids and article age.
In order to align the data to the left, we need to convert the dates to time since first revision.
# this won't work if the data isn't sorted by date
# date of first revision for each article id
t.first <- percents[!duplicated(percents$article_id),]
arrange(t.first, desc(date))
#t.first.before2003 <- subset(t.first, as.yearmon(date) < as.yearmon("2003-01"))
#arrange(t.first.before2003, desc(date))Convert records to time since first revision
aligned_revisions <- percents
aligned_revisions$first <- t.first$date[match(aligned_revisions$article_id, t.first$article_id)]
aligned_revisions$time.since.creation <- (as.yearmon(aligned_revisions$date) - as.yearmon(aligned_revisions$first))*12
aligned_revisions$time.since.creation <- as.integer(round(aligned_revisions$time.since.creation))
library(scales)
ggplot(data = aligned_revisions, aes(x=time.since.creation, y = percent, colour = article_id)) + geom_line(aes(group = article_id)) + scale_y_continuous(labels = scales::percent) + geom_point()
ggsave('img-older/article-revisions-since-creation-sample2.png',
plot = last_plot(),
width = 10,
height = 6)Okay so there might be some trends that are obfuscated because we do not have 0% for months where there are no edits.
library(data.table)##
## Attaching package: 'data.table'## The following objects are masked from 'package:dplyr':
##
## between, first, lastall_months <- as.data.frame(dcast(setDT(aligned_revisions), article_id ~ time.since.creation, value.var='percent'))
all_months[is.na(all_months)] <- 0
head(all_months)## article_id 0 1 2 3 4
## 1 670 0.0007215007 0.01515152 0.0000000000 0.002164502 0.0014430014
## 2 696 0.0263157895 0.00000000 0.0000000000 0.000000000 0.0000000000
## 3 839 0.1250000000 0.00000000 0.0000000000 0.000000000 0.0000000000
## 4 898 0.0018552876 0.00000000 0.0000000000 0.000000000 0.0000000000
## 5 1010 0.0006238303 0.00000000 0.0006238303 0.001247661 0.0006238303
## 6 1070 1.0000000000 0.00000000 0.0000000000 0.000000000 0.0000000000
## 5 6 7 8 9 10
## 1 0.002164502 0.003607504 0.002164502 0.00000000 0.001443001 0.0007215007
## 2 0.000000000 0.000000000 0.013157895 0.01315789 0.000000000 0.0000000000
## 3 0.000000000 0.125000000 0.000000000 0.12500000 0.000000000 0.0000000000
## 4 0.000000000 0.000000000 0.000000000 0.00000000 0.001855288 0.0000000000
## 5 0.000000000 0.004366812 0.000000000 0.00000000 0.001247661 0.0006238303
## 6 0.000000000 0.000000000 0.000000000 0.00000000 0.000000000 0.0000000000
## 11 12 13 14 15 16
## 1 0.001443001 0 0.0043290043 0.0021645022 0.001443001 0.002164502
## 2 0.000000000 0 0.0263157895 0.0000000000 0.039473684 0.000000000
## 3 0.125000000 0 0.0000000000 0.0000000000 0.000000000 0.000000000
## 4 0.000000000 0 0.0000000000 0.0018552876 0.001855288 0.007421150
## 5 0.001247661 0 0.0006238303 0.0006238303 0.003119152 0.001247661
## 6 0.000000000 0 0.0000000000 0.0000000000 0.000000000 0.000000000
## 17 18 19 20 21
## 1 0.001443001 0.0007215007 0.001443001 0.004329004 0.003607504
## 2 0.000000000 0.0394736842 0.013157895 0.000000000 0.013157895
## 3 0.000000000 0.5000000000 0.000000000 0.000000000 0.000000000
## 4 0.003710575 0.0018552876 0.003710575 0.001855288 0.000000000
## 5 0.001871491 0.0118527760 0.002495321 0.001247661 0.001871491
## 6 0.000000000 0.0000000000 0.000000000 0.000000000 0.000000000
## 22 23 24 25 26
## 1 0.0036075036 0.0021645022 0.007215007 0.004329004 0.004329004
## 2 0.0000000000 0.0394736842 0.000000000 0.000000000 0.000000000
## 3 0.0000000000 0.0000000000 0.000000000 0.000000000 0.000000000
## 4 0.0000000000 0.0055658627 0.003710575 0.001855288 0.003710575
## 5 0.0006238303 0.0006238303 0.000000000 0.003742982 0.002495321
## 6 0.0000000000 0.0000000000 0.000000000 0.000000000 0.000000000
## 27 28 29 30 31 32
## 1 0.005050505 0.004329004 0.005772006 0.003607504 0.005772006 0.002164502
## 2 0.013157895 0.000000000 0.013157895 0.000000000 0.026315789 0.013157895
## 3 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
## 4 0.003710575 0.003710575 0.001855288 0.003710575 0.001855288 0.000000000
## 5 0.001871491 0.003742982 0.005614473 0.011228946 0.004990643 0.004366812
## 6 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
## 33 34 35 36 37 38
## 1 0.006493506 0.002164502 0.003607504 0.003607504 0.002886003 0.013708514
## 2 0.000000000 0.000000000 0.026315789 0.013157895 0.000000000 0.039473684
## 3 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
## 4 0.007421150 0.009276438 0.009276438 0.007421150 0.003710575 0.009276438
## 5 0.008733624 0.008733624 0.003742982 0.004990643 0.006862133 0.003742982
## 6 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
## 39 40 41 42 43 44
## 1 0.007936508 0.005772006 0.015151515 0.03174603 0.019480519 0.024531025
## 2 0.000000000 0.026315789 0.000000000 0.01315789 0.000000000 0.000000000
## 3 0.000000000 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
## 4 0.011131725 0.014842301 0.005565863 0.02040816 0.009276438 0.005565863
## 5 0.003742982 0.001247661 0.003742982 0.02058640 0.006238303 0.007485964
## 6 0.000000000 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
## 45 46 47 48 49 50
## 1 0.015151515 0.008658009 0.005772006 0.01515152 0.013708514 0.01154401
## 2 0.026315789 0.013157895 0.013157895 0.01315789 0.026315789 0.05263158
## 3 0.000000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
## 4 0.005565863 0.014842301 0.001855288 0.01113173 0.003710575 0.01669759
## 5 0.014348097 0.019962570 0.009981285 0.01809108 0.013724267 0.01122895
## 6 0.000000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
## 51 52 53 54 55 56
## 1 0.02020202 0.02092352 0.02236652 0.01731602 0.01443001 0.01803752
## 2 0.00000000 0.05263158 0.00000000 0.02631579 0.02631579 0.02631579
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.01669759 0.00742115 0.01113173 0.02597403 0.02040816 0.02411874
## 5 0.01933874 0.05489707 0.02682470 0.05302558 0.02682470 0.01559576
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 57 58 59 60 61 62
## 1 0.02020202 0.02741703 0.02813853 0.05339105 0.022366522 0.02741703
## 2 0.03947368 0.01315789 0.02631579 0.00000000 0.013157895 0.00000000
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
## 4 0.02968460 0.02040816 0.01298701 0.01855288 0.009276438 0.00742115
## 5 0.01684342 0.01871491 0.01372427 0.01310044 0.023705552 0.01933874
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
## 63 64 65 66 67 68
## 1 0.03679654 0.03896104 0.03463203 0.06709957 0.03391053 0.005050505
## 2 0.02631579 0.02631579 0.01315789 0.01315789 0.02631579 0.013157895
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
## 4 0.02782931 0.02968460 0.04638219 0.04081633 0.03710575 0.024118738
## 5 0.02807236 0.03805365 0.05614473 0.10106051 0.03742982 0.029320025
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
## 69 70 71 72 73 74
## 1 0.02669553 0.02236652 0.05483405 0.04545455 0.02453102 0.009379509
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.01315789 0.000000000
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
## 4 0.03339518 0.02782931 0.09276438 0.05936920 0.01113173 0.005565863
## 5 0.02432938 0.01621959 0.01996257 0.03431067 0.03243918 0.033063007
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
## 75 76 77 78 79 80 81 82 83
## 1 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0 0 0 0
## 2 0.039473684 0.05263158 0.00000000 0.00000000 0.00000000 0 0 0 0
## 3 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0 0 0 0
## 4 0.018552876 0.02782931 0.03153989 0.04081633 0.01855288 0 0 0 0
## 5 0.005614473 0.00000000 0.00000000 0.00000000 0.00000000 0 0 0 0
## 6 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0 0 0 0library(reshape2)##
## Attaching package: 'reshape2'## The following objects are masked from 'package:data.table':
##
## dcast, melt## The following object is masked from 'package:tidyr':
##
## smithslibrary(ggvis)##
## Attaching package: 'ggvis'## The following objects are masked from 'package:scales':
##
## fullseq, zero_range## The following object is masked from 'package:ggplot2':
##
## resolutiondf1 <- melt(all_months, "article_id")
df1$variable <- as.integer(df1$variable)
ggplot(data = df1, aes(x=variable, y = value, colour = article_id)) + geom_line(aes(group = article_id)) + scale_y_continuous(labels = scales::percent) + geom_point()
ggsave('img-older/article-revisions-by-month-since-creation-sample2.png',
plot = last_plot(),
width = 10,
height = 6)Note* we now have 0 in for articles that couldn’t have existed that long. So we need to trim the end off. And we need to recalculate percents to be windows of 5 years. So percent of the revisions that occur in the first five years.
filtered_revisions_counts <- collapsed
arrange(filtered_revisions_counts, article_id)ggplot(data = filtered_revisions_counts, aes(x=as.yearmon(date), y = count, colour = article_id)) + geom_line(aes(group = article_id)) + geom_vline(xintercept = as.yearmon("2003-01"), colour = "red") + scale_color_gradient2(midpoint = 7000000)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave('img-older/article-revisions-filtered-5years-sample2.png',
plot = last_plot(),
width = 10,
height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.Okay. Now we want need to convert date to months since creations (so we can cap off the first 5 years). Convert records to time since first revision
aligned_revisions_counts <- filtered_revisions_counts
aligned_revisions_counts$first <- t.first$date[match(aligned_revisions_counts$article_id, t.first$article_id)]
aligned_revisions_counts$time.since.creation <- round((as.yearmon(aligned_revisions_counts$date) - as.yearmon(aligned_revisions_counts$first))*12)
library(scales)
ggplot(data = aligned_revisions_counts, aes(x=time.since.creation/12, y = count, colour = article_id)) + geom_line(aes(group = article_id)) + geom_point() + xlab("Years since First Revision")
ggsave('img-older/article-revisions-by-month-since-first-revision-sample2.png',
plot = last_plot(),
width = 10,
height = 6)This is really interesting that smaller article_ids (older articles?) were heavily edited around 4-6 years after first creation. Okay now we need to convert to wide format. Age/article_id aside, there appears to be an upward trend in the number of revisions/month with article age.
library(data.table)
aligned.drop.first <- subset(aligned_revisions_counts, select = -c(date,first))
all_months_counts1 <- as.data.frame(dcast(setDT(aligned.drop.first), article_id ~ time.since.creation, value.var='count'))
all_months_counts1[is.na(all_months_counts1)] <- 0
all_months_counts <- as.data.frame(dcast(setDT(aligned.drop.first), article_id ~ time.since.creation, value.var='count'))
all_months_counts[is.na(all_months_counts)] <- 0
all_months_counts$first <- aligned_revisions_counts$first[match(all_months_counts$article_id, aligned_revisions_counts$article_id)]
# reorganize columns
all_months_counts <- all_months_counts %>%
select(article_id, first, everything())
library(reshape2)
library(ggvis)
# if having issues in future, I adjusted what df1_counts looks like. used to be made with counts not counts1
df1_counts <- reshape2::melt(all_months_counts1, "article_id")
df1_counts$variable <- as.integer(df1_counts$variable)
ggplot(data = df1_counts, aes(x=variable, y = value, colour = article_id)) + geom_line(aes(group = article_id))
ggsave('img-older/article-revisions-by-month-melt-sample2.png',
plot = last_plot(),
width = 10,
height = 6)Okay. So since the cut-off date was 2003-01, then the maximum amount of time for revisions is 5 years. Thus we should cut off all the data after 60 months since first revision. Then convert the values to percentages of all revisions.
data_5yrs <- all_months_counts[,0:63]
data_5yrs_norm <- data_5yrs
data_5yrs_norm$totalrevisions <- rowSums(data_5yrs[,3:63])
data_5yrs_norm[,3:63] <- data_5yrs[,3:63]/data_5yrs_norm$totalrevisions
df1_5yrs <- melt(data_5yrs_norm, c("article_id", "first", "totalrevisions"))
df1_5yrs$variable <- as.integer(df1_5yrs$variable)
ggplot(data = df1_5yrs, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=totalrevisions), size = 0.4) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision")
ggsave('img-older/article-revisions-60months-sample2.png',
plot = last_plot(),
width = 10,
height = 6)color by first revision date.
ggplot(data = df1_5yrs, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=first), size = 0.4) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision")
ggsave('img-older/color-by-first-revision-date-sample2.png',
plot = last_plot(),
width = 10,
height = 6)Clearly, we need to bin the first creation maybe into quarters?
data_5yrs_norm$quarter <- lubridate::quarter(as.yearmon(data_5yrs_norm$first), with_year=TRUE)
df1_5yrs <- melt(data_5yrs_norm, c("article_id", "totalrevisions", "quarter", "first"))
df1_5yrs$variable <- as.integer(df1_5yrs$variable)
df1_5yrs$quarter <- as.factor(df1_5yrs$quarter)
colorsusedquarters <- scales::hue_pal(direction = -1)(length(levels(df1_5yrs$quarter)))
names(colorsusedquarters) <- levels(df1_5yrs$quarter)
group.colors <- c("2001.1" = colorsusedquarters[1], "2001.2" = colorsusedquarters[2], "2001.3" = colorsusedquarters[3], "2001.4" = colorsusedquarters[4], "2002.1" = colorsusedquarters[5],
"2001.2" = colorsusedquarters[6], "2001.3" = colorsusedquarters[7], "2001.4" = colorsusedquarters[8])
ggplot(data = df1_5yrs, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=as.factor(quarter), alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_color_hue(direction = -1) + facet_grid(~as.factor(quarter)) + theme(legend.position="none")
ggsave('img-older/article-revisions-60months-facet-sample2.png',
plot = last_plot(),
width = 10,
height = 6)# USE THIS
percent.revision.since.created <- ggplot(data = df1_5yrs, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.6), size = 0.2) + scale_y_continuous(labels = scales::percent) +
ylab("Percent of Article Revisions") +
xlab("Months since First Revision") +
scale_color_hue(direction = -1) +
scale_colour_manual(name = "Quarter", values = colorsusedquarters) +
labs(title = "Percent of Articles by Month Since Created", color = "Fiscal Quarter of First Revision") +
scale_alpha(guide = 'none')+
theme(plot.title = element_text(size = rel(1.3)), axis.ticks.length = unit(.25, "cm"))## Scale for 'colour' is already present. Adding another scale for
## 'colour', which will replace the existing scale.percent.revision.since.created
ggsave("img/percent-revision-since-created.png", percent.revision.since.created,width = 10, height = 6)
# USE THIS
percent.revision.since.created.no.200204 <- ggplot(data = df1_5yrs[which(df1_5yrs$quarter != "2002.4"),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.6), size = 0.2) + scale_y_continuous(labels = scales::percent) +
ylab("Percent of Article Revisions") +
xlab("Months since First Revision") +
scale_colour_manual(name = "Quarter", values = colorsusedquarters) +
labs(title = "Percent of Articles by Month Since Created (Without 2002.4)", color = "Fiscal Quarter of First Revision") +
scale_alpha(guide = 'none')+
theme(plot.title = element_text(size = rel(1.3)), axis.ticks.length = unit(.25, "cm"))
percent.revision.since.created.no.200204
ggsave("img/percent-revision-since-created-no-200204.png", percent.revision.since.created.no.200204,width = 10, height = 6)ggplot(data = df1_5yrs[which(!df1_5yrs$quarter %in% c("2002.4","2002.3")),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_colour_manual(name = "quarter", values = colorsusedquarters) + labs(color = "Fiscal Quarter of First Revision") + scale_alpha(guide = 'none')
ggsave('img-older/article-revisions-quarters1-sample2.png',
plot = last_plot(),
width = 10,
height = 6)
ggplot(data = df1_5yrs[which(!df1_5yrs$quarter %in% c("2002.4","2002.3", "2002.2")),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_colour_manual(name = "quarter", values = colorsusedquarters) + labs(color = "Fiscal Quarter of First Revision") + scale_alpha(guide = 'none')
ggsave('img-older/article-revisions-quarters2-sample2.png',
plot = last_plot(),
width = 10,
height = 6)
ggplot(data = df1_5yrs[which(!df1_5yrs$quarter %in% c("2002.4","2002.3", "2002.2", "2002.1")),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_colour_manual(name = "quarter", values = colorsusedquarters) + labs(color = "Fiscal Quarter of First Revision") + scale_alpha(guide = 'none')
ggsave('img-older/article-revisions-quarters3-sample2.png',
plot = last_plot(),
width = 10,
height = 6)
ggplot(data = df1_5yrs[which(!df1_5yrs$quarter %in% c("2002.4","2002.3", "2002.2", "2002.1", "2001.4")),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_colour_manual(name = "quarter", values = colorsusedquarters) + labs(color = "Fiscal Quarter of First Revision") + scale_alpha(guide = 'none')
ggsave('img-older/article-revisions-quarters4-sample2.png',
plot = last_plot(),
width = 10,
height = 6)
ggplot(data = df1_5yrs[which(!df1_5yrs$quarter %in% c("2002.4","2002.3", "2002.2", "2002.1", "2001.4", "2001.3")),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_colour_manual(name = "quarter", values = colorsusedquarters) + labs(color = "Fiscal Quarter of First Revision") + scale_alpha(guide = 'none')
ggsave('img-older/article-revisions-quarters5-sample2.png',
plot = last_plot(),
width = 10,
height = 6)Let’s explore articles from the last quarter
ggplot(data = df1_5yrs[which(df1_5yrs$quarter == "2002.4"),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=quarter, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_colour_manual(name = "quarter", values = colorsusedquarters) + labs(color = "Fiscal Quarter of First Revision") + scale_alpha(guide = 'none')
ggsave('img-older/last-quarter-sample2.png',
plot = last_plot(),
width = 10,
height = 6)
# USE THIS
percent.revision.since.created.last.quarter <- ggplot(data = df1_5yrs[which(df1_5yrs$quarter == "2002.4"),], aes(x=variable, y = value)) +
geom_line(aes(group = article_id, color=first, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) +
ylab("Percent of Article Revisions") +
xlab("Months since First Revision") +
scale_alpha(guide = 'none')+
labs(title = "Percent of Articles by Month Since Created (Last Quarter)", color = "Quarter") +
theme(plot.title = element_text(size = rel(1.3)), axis.ticks.length = unit(.25, "cm"))
percent.revision.since.created.last.quarter
ggsave("img/percent-revision-since-created-last-quarter.png", percent.revision.since.created.last.quarter,width = 10, height = 6)
ggplot(data = df1_5yrs[which(df1_5yrs$first %in% c("2002-09", "2002-10", "2002-11", "2002-12")),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=first, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + labs(color = "Month of First Revision") + scale_alpha(guide = 'none') + facet_grid(~as.factor(first))
ggsave('img-older/last-quarter-2002-sample2.png',
plot = last_plot(),
width = 10,
height = 6)I want to know how many articles are produced per month, and per quarter
article_count_by_month <- df1_5yrs %>%
dplyr::group_by(first) %>%
dplyr::summarise(count = n())
ggplot(data = article_count_by_month, aes(x=as.yearmon(first), y = count)) + geom_line(size = 0.5) + ylab("Number of Articles First Revised") + xlab("Date of First Revision") + scale_x_yearmon(format = "%b %Y", n=24, labels = function(x) lapply(strwrap(x, width = 5, simplify = FALSE), paste, collapse="\n")) 
ggsave('img-older/articles-per-month-per-quarter-sample2.png',
plot = last_plot(),
width = 10,
height = 6)
# USE THIS but fix x-axis
first.article.revisions.by.year.month <- ggplot(data = article_count_by_month, aes(x=as.integer(format(as.yearmon(first), "%m")), y = count)) +
geom_line(size = 0.5) +
ylab("Number of Articles First Revised") +
xlab("Date of First Revision") +
facet_grid(. ~ format(as.yearmon(first), "%Y")) +
scale_x_discrete(breaks=c(1:12))+
labs(title = "Number of First Article Revisions by Month", color = "Quarter") +
theme(plot.title = element_text(size = rel(1.3)), axis.ticks.length = unit(.25, "cm"))
first.article.revisions.by.year.month
ggsave("img/first-article-revisions-by-year-month.png", first.article.revisions.by.year.month,width = 10, height = 6)
article_count_by_quarter <- df1_5yrs %>%
group_by(quarter) %>%
dplyr::summarise(count = n())
ggplot(data = article_count_by_quarter, aes(x=quarter, y = count)) + geom_point(size = 0.5) + ylab("Number of Articles First Revised") + xlab("Quarter of First Revision")
ggsave('img-older/article-count-by-quarter-sample2.png',
plot = last_plot(),
width = 10,
height = 6)Coloring by number of revisions
I want to discretize the number of total revisions
data_5yrs_norm$bins <- cut(data_5yrs_norm$totalrevisions, breaks=c(0,2,10,25,100, 500, 20000), labels=c("1-2", "3-10", "10-25", "25-100", "100-500", "500-"))
df1_5yrs <- melt(data_5yrs_norm, c("article_id", "totalrevisions", "bins", "quarter", "first"))
df1_5yrs$variable <- as.integer(df1_5yrs$variable)
# USE THIS
ggplot(data = df1_5yrs, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=bins, alpha = 0.2), size = 0.5) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_color_hue(direction = -1) + facet_grid(~bins) + theme(legend.position="none") + scale_alpha(guide = 'none')
ggplot(data = df1_5yrs, aes(x=variable, y = value)) +
geom_line(aes(group = article_id,
color=bins,
alpha = 0.2),
size = 0.5) +
scale_y_continuous(labels = scales::percent) +
ylab("Percent of Article Revisions") +
xlab("Months Since First Revision") +
scale_color_hue(direction = -1) +
facet_grid(~bins) +
theme(legend.position="none") +
scale_alpha(guide = 'none') +
ggtitle("Articles By Total Revisions")
ggsave("img/articles-by-total-revisions-facet.png",
plot = last_plot(),
width = 10,
height = 6)ggplot(data = df1_5yrs, aes(x=variable, y = value)) +
geom_line(aes(group = article_id, color=bins, alpha = 0.8), size = 0.8) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") +
xlab("Months since First Revision") + scale_color_hue(direction = -1) + labs(color = "Total Article Revisions") 
# + scale_alpha(guide = "none")
ggsave('img-older/monts-since-first-revision-sample2.png',
plot = last_plot(),
width = 10,
height = 6)# USE THIS
ggplot(data = df1_5yrs, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=bins, alpha = 0.8), size = 0.8) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_color_hue(direction = -1) + labs(color = "Total Article Revisions")
# USE THIS
ggplot(data = df1_5yrs, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=bins, alpha = 0.2), size = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + scale_color_hue(direction = -1) + labs(color = "Total Article Revisions")
factorlevels <- levels(df1_5yrs$bins)
colorsused <- scales::hue_pal(direction = -1)(length(factorlevels))
counter <- 1
for (f in factorlevels){
print(ggplot(data = df1_5yrs[df1_5yrs$bins == f,], aes(x=variable, y = value)) + geom_line(aes(group = article_id), color=colorsused[counter], size = 0.6, alpha = 0.5) + scale_y_continuous(labels = scales::percent, limits = c(0,1)) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + facet_grid(~bins) + theme(legend.position="none") )
ggsave(paste0('img-older/', 'months-since-first-revision-facet-', f, 'sample2.png'),
plot = last_plot(),
width = 10,
height = 6)
print(ggplot(data = df1_5yrs[df1_5yrs$bins == f,], aes(x=variable, y = value)) + geom_line(aes(group = article_id), color=colorsused[counter], size = 0.6, alpha = 0.5) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision") + facet_grid(~bins) + theme(legend.position="none") )
ggsave(paste0('img-older/', 'months-since-first-revision-facet-scaled-', f, 'sample2.png'),
plot = last_plot(),
width = 10,
height = 6)
counter <- counter +1
}
Articles with few revisions tend to be revised close to their creation, and articles that are heavily revised have most of their revisions further away from their creation date. Strong peak around 26 months for 10-25 revisions and can still see it for articles with 25-100 revisions.
articles.10.2002 <- aligned_revisions[which(first == "2002-10")]
articleids.10.2002 <- unique(articles.10.2002$article_id)
# USE THIS - screenshot
article.names.10.2002 <- unique(revisions_processed$article_title[which(revisions_processed$article_id %in% articleids.10.2002)])
head(article.names.10.2002)## [1] "Parvati" "System-on-a-chip"
## [3] "People_in_systems_and_control" "Full-spectrum_dominance"
## [5] "Jethro_Tull_(agriculturist)" "Bongil_Bongil_National_Park"# Lydia's google searching identifies Rambot, created by RamMancollapsed.by.day <- revisions_processed[which(revisions_processed$article_id %in% articleids.10.2002),] %>%
group_by(date) %>%
summarise(count = n(), unique.articles = length(unique(article_id)))
arrange(collapsed.by.day, desc(count))
head(collapsed.by.day,3)library(zoo)
# USE THIS - add legend, title
ggplot(data = collapsed.by.day, aes(x=as.Date(date))) + geom_line(aes(y = count), color = "blue") + geom_line(aes(y=unique.articles), color = "lightblue")
# Add Lydia's discovery of KevinBotThese are articles that were first revised in October of 2002. Blue is the number of article revisions by day (each point is a single day). We see there are many revisions shortly after, and then again around 2 years later. There are 337 articles in this dataset that were first revised in Oct of 2002. The black is the number of unique articles revised. When black is as high as blue, the revisions for that date are all on unique articles. When black is lower than blue, there were multiple revisions on single articles for that date. So ~105 of the 337 article first revised on Oct 2002 were also edited around a single time ~ 2 yrs later.
arrange(collapsed.by.day, desc(count))
authors.question <- revisions_processed[which(revisions_processed$article_id %in% articleids.10.2002),] %>%
group_by(article_id) %>%
dplyr::summarise(count = n(), unique.articles = length(unique(article_id)), proportion = count/unique.articles)
arrange(authors.question, desc(count))categories
categories <- do.call(rbind,strsplit(readLines("data/1000categories.txt"), "\x1e"))
categories <- as.data.frame(categories)
names(categories) <- c("article_id", "category")
cat.unique.counts <- categories %>%
group_by(category) %>%
summarize(count = n())
arrange(cat.unique.counts, desc(count))
arrange(categories, desc(article_id))
articles.with.categories <- as.integer(levels(unique(categories$article_id)))These are not going to be very helpful. Wikipedia category hierarchy is complex and circular and it is not easy to find root categories. We need to pull all article categories and then we can pull all articles in particular high ranking categories like living people vs not living people, technology vs history etc.
Article Tags
tags <- as.data.frame(do.call(rbind,strsplit(readLines("data/all_oldenough_indicators.txt"), "\x1e",fixed=T)), stringsAsFactors = FALSE)
tags$V2 <- as.factor(tags$V2)
wikinames <- levels(tags$V2)
replacement.names <- c("Featured Article", "Good Article", "Journal", "Help Link", "Partially Protected - Autoreview", "Partially Protected - Default", "Spoken")
library(plyr)## -------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## -------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizetags$V2 <- mapvalues(tags$V2, from = wikinames, to = replacement.names)
names(tags) <- c("article_id", "Indicator")
tags$article_id <- as.integer(tags$article_id)
arrange(tags, article_id)
data.with.indicators <- merge(tags, df1_5yrs, by='article_id', all=TRUE, sort=FALSE)
data.with.indicators <- data.with.indicators[!is.na(data.with.indicators$first),]
arrange(data.with.indicators,article_id,quarter)# Plot percents by tags
ggplot(data = data.with.indicators, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=Indicator), size = 0.4, alpha = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision")
ggsave('img-older/percents-by-tags.png',
plot = last_plot(),
width = 10,
height = 6)# let's hide the articles that were first created in Oct 2002
data.with.indicators.drop.oct.2002 <- data.with.indicators[which(data.with.indicators$first != "2002-10"),]
# Plot percents by tags
ggplot(data = data.with.indicators.drop.oct.2002, aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=Indicator), size = 0.4, alpha = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision")
ggsave('img-older/percents-by-tags-without-oct2002.png',
plot = last_plot(),
width = 10,
height = 6)
ggplot(data = data.with.indicators.drop.oct.2002[which(!is.na(data.with.indicators.drop.oct.2002$Indicator)),], aes(x=variable, y = value)) + geom_line(aes(group = article_id, color=Indicator), size = .5, alpha = 0.2) + scale_y_continuous(labels = scales::percent) + ylab("Percent of Article Revisions") + xlab("Months since First Revision")
ggsave('img-older/percents-by-tags-without-oct2002-without-nas.png',
plot = last_plot(),
width = 10,
height = 6)Nothing really pops out with percentages. Show this with counts instead.
data.count.indicators <- merge(tags, collapsed, by="article_id", all = TRUE, sort = FALSE)
data.count.indicators <- data.count.indicators[!is.na(data.count.indicators$date),]
arrange(data.count.indicators,article_id)## article_id Indicator date count
## 1 670 Partially Protected - Default 2003-11 10
## 2 670 Partially Protected - Default 2006-06 20
## 3 670 Partially Protected - Default 2003-09 5
## 4 670 Partially Protected - Default 2003-10 3
## 5 670 Partially Protected - Default 2003-07 6
## 6 670 Partially Protected - Default 2003-08 5
## 7 670 Partially Protected - Default 2003-05 1
## 8 670 Partially Protected - Default 2003-06 2
## 9 670 Partially Protected - Default 2004-02 7
## 10 670 Partially Protected - Default 2004-03 6
## 11 670 Partially Protected - Default 2003-12 6
## 12 670 Partially Protected - Default 2004-05 5
## 13 670 Partially Protected - Default 2004-06 8
## 14 670 Partially Protected - Default 2004-07 3
## 15 670 Partially Protected - Default 2004-04 8
## 16 670 Partially Protected - Default 2004-08 9
## 17 670 Partially Protected - Default 2004-09 3
## 18 670 Partially Protected - Default 2004-10 5
## 19 670 Partially Protected - Default 2004-11 5
## 20 670 Partially Protected - Default 2007-01 38
## 21 670 Partially Protected - Default 2004-01 6
## 22 670 Partially Protected - Default 2006-04 31
## 23 670 Partially Protected - Default 2006-05 24
## 24 670 Partially Protected - Default 2002-12 6
## 25 670 Partially Protected - Default 2003-01 3
## 26 670 Partially Protected - Default 2003-02 2
## 27 670 Partially Protected - Default 2003-03 3
## 28 670 Partially Protected - Default 2003-04 2
## 29 670 Partially Protected - Default 2005-09 12
## 30 670 Partially Protected - Default 2005-10 8
## 31 670 Partially Protected - Default 2005-11 21
## 32 670 Partially Protected - Default 2005-12 19
## 33 670 Partially Protected - Default 2006-01 16
## 34 670 Partially Protected - Default 2007-02 51
## 35 670 Partially Protected - Default 2007-03 54
## 36 670 Partially Protected - Default 2007-04 48
## 37 670 Partially Protected - Default 2007-05 93
## 38 670 Partially Protected - Default 2007-06 47
## 39 670 Partially Protected - Default 2007-07 7
## 40 670 Partially Protected - Default 2007-08 37
## 41 670 Partially Protected - Default 2007-09 31
## 42 670 Partially Protected - Default 2006-08 28
## 43 670 Partially Protected - Default 2006-09 38
## 44 670 Partially Protected - Default 2006-10 39
## 45 670 Partially Protected - Default 2006-11 74
## 46 670 Partially Protected - Default 2006-12 31
## 47 670 Partially Protected - Default 2006-02 28
## 48 670 Partially Protected - Default 2006-03 29
## 49 670 Partially Protected - Default 2002-09 1
## 50 670 Partially Protected - Default 2002-10 2
## 51 670 Partially Protected - Default 2005-02 11
## 52 670 Partially Protected - Default 2005-03 8
## 53 670 Partially Protected - Default 2005-04 21
## 54 670 Partially Protected - Default 2006-07 25
## 55 670 Partially Protected - Default 2001-11 1
## 56 670 Partially Protected - Default 2007-10 76
## 57 670 Partially Protected - Default 2007-11 63
## 58 670 Partially Protected - Default 2007-12 34
## 59 670 Partially Protected - Default 2008-01 13
## 60 670 Partially Protected - Default 2002-05 5
## 61 670 Partially Protected - Default 2002-06 3
## 62 670 Partially Protected - Default 2002-08 2
## 63 670 Partially Protected - Default 2005-01 19
## 64 670 Partially Protected - Default 2005-06 27
## 65 670 Partially Protected - Default 2001-12 21
## 66 670 Partially Protected - Default 2002-02 3
## 67 670 Partially Protected - Default 2005-05 44
## 68 670 Partially Protected - Default 2002-04 3
## 69 670 Partially Protected - Default 2005-07 34
## 70 670 Partially Protected - Default 2002-03 2
## 71 670 Partially Protected - Default 2004-12 4
## 72 670 Partially Protected - Default 2005-08 21
## 73 696 <NA> 2001-08 2
## 74 696 <NA> 2002-03 1
## 75 696 <NA> 2002-04 1
## 76 696 <NA> 2002-09 2
## 77 696 <NA> 2002-11 3
## 78 696 <NA> 2003-02 3
## 79 696 <NA> 2003-03 1
## 80 696 <NA> 2003-05 1
## 81 696 <NA> 2003-07 3
## 82 696 <NA> 2003-11 1
## 83 696 <NA> 2004-01 1
## 84 696 <NA> 2004-03 2
## 85 696 <NA> 2004-04 1
## 86 696 <NA> 2004-07 2
## 87 696 <NA> 2004-08 1
## 88 696 <NA> 2004-10 3
## 89 696 <NA> 2004-12 2
## 90 696 <NA> 2005-02 1
## 91 696 <NA> 2005-05 2
## 92 696 <NA> 2005-06 1
## 93 696 <NA> 2005-07 1
## 94 696 <NA> 2005-08 1
## 95 696 <NA> 2005-09 2
## 96 696 <NA> 2005-10 4
## 97 696 <NA> 2005-12 4
## 98 696 <NA> 2006-02 2
## 99 696 <NA> 2006-03 2
## 100 696 <NA> 2006-04 2
## 101 696 <NA> 2006-05 3
## 102 696 <NA> 2006-06 1
## 103 696 <NA> 2006-07 2
## 104 696 <NA> 2006-09 1
## 105 696 <NA> 2006-11 2
## 106 696 <NA> 2006-12 2
## 107 696 <NA> 2007-01 1
## 108 696 <NA> 2007-02 1
## 109 696 <NA> 2007-03 2
## 110 696 <NA> 2007-04 1
## 111 696 <NA> 2007-09 1
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## 872 2335 Partially Protected - Default 2007-04 7
## 873 2335 Partially Protected - Default 2006-02 1
## 874 2335 Partially Protected - Default 2005-05 2
## 875 2335 Partially Protected - Default 2007-09 3
## 876 2335 Partially Protected - Default 2007-12 89
## 877 2335 Partially Protected - Default 2005-09 6
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## 879 2335 Partially Protected - Default 2005-03 1
## 880 2335 Partially Protected - Default 2005-02 1
## 881 2335 Partially Protected - Default 2006-12 8
## 882 2335 Partially Protected - Default 2007-05 5
## 883 2335 Partially Protected - Default 2001-11 2
## 884 2335 Partially Protected - Default 2007-03 14
## 885 2335 Partially Protected - Default 2007-07 12
## 886 2335 Partially Protected - Default 2007-08 9
## 887 2335 Partially Protected - Default 2008-01 14
## 888 2335 Partially Protected - Default 2004-01 4
## 889 2335 Partially Protected - Default 2004-11 3
## 890 2335 Partially Protected - Default 2007-02 8
## 891 2335 Partially Protected - Default 2005-10 3
## 892 2335 Partially Protected - Default 2005-04 3
## 893 2335 Partially Protected - Default 2006-03 1
## 894 2335 Partially Protected - Default 2002-02 1
## 895 2335 Partially Protected - Default 2006-11 4
## 896 2335 Partially Protected - Default 2006-09 4
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## 898 2335 Partially Protected - Default 2005-08 1
## 899 2335 Partially Protected - Default 2007-01 17
## 900 2335 Partially Protected - Default 2004-08 2
## 901 2335 Partially Protected - Default 2007-10 14
## 902 2335 Partially Protected - Default 2006-01 5
## 903 2335 Partially Protected - Default 2006-08 1
## 904 2335 Partially Protected - Default 2006-10 1
## 905 2335 Partially Protected - Default 2006-05 1
## 906 2335 Partially Protected - Default 2004-12 3
## 907 2335 Partially Protected - Default 2004-03 4
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## 911 2335 Partially Protected - Default 2006-06 7
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## 4020 15658 Partially Protected - Default 2007-05 42
## 4021 15658 Partially Protected - Default 2007-02 32
## 4022 15658 Partially Protected - Default 2007-03 66
## 4023 15658 Partially Protected - Default 2005-05 11
## 4024 15658 Partially Protected - Default 2005-10 11
## 4025 15658 Partially Protected - Default 2003-01 1
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## 4027 15658 Partially Protected - Default 2005-08 27
## 4028 15658 Partially Protected - Default 2004-02 4
## 4029 15658 Partially Protected - Default 2007-08 25
## 4030 15658 Partially Protected - Default 2006-01 40
## 4031 15658 Partially Protected - Default 2003-03 1
## 4032 15658 Partially Protected - Default 2003-06 12
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## 4034 15658 Partially Protected - Default 2002-09 1
## 4035 15658 Partially Protected - Default 2005-04 4
## 4036 15658 Partially Protected - Default 2005-03 5
## 4037 15658 Partially Protected - Default 2007-07 17
## 4038 15658 Partially Protected - Default 2006-08 90
## 4039 15658 Partially Protected - Default 2005-12 36
## 4040 15658 Partially Protected - Default 2007-11 33
## 4041 15658 Partially Protected - Default 2003-12 3
## 4042 15658 Partially Protected - Default 2006-11 40
## 4043 15658 Partially Protected - Default 2004-04 2
## 4044 15658 Partially Protected - Default 2007-12 17
## 4045 15658 Partially Protected - Default 2008-01 4
## 4046 15658 Partially Protected - Default 2007-04 52
## 4047 15658 Partially Protected - Default 2005-07 13
## 4048 15658 Partially Protected - Default 2005-06 6
## 4049 15658 Partially Protected - Default 2003-08 1
## 4050 15658 Partially Protected - Default 2004-12 6
## 4051 15658 Partially Protected - Default 2007-06 27
## 4052 15658 Partially Protected - Default 2007-09 29
## 4053 15658 Partially Protected - Default 2007-10 31
## 4054 15658 Partially Protected - Default 2004-05 1
## 4055 15658 Partially Protected - Default 2004-03 1
## 4056 15658 Partially Protected - Default 2006-10 50
## 4057 15658 Partially Protected - Default 2002-02 1
## 4058 15658 Partially Protected - Default 2005-01 8
## 4059 15658 Partially Protected - Default 2004-06 4
## 4060 15658 Partially Protected - Default 2003-07 1
## 4061 15658 Partially Protected - Default 2005-02 1
## 4062 15658 Partially Protected - Default 2003-10 3
## 4063 15658 Partially Protected - Default 2006-07 3
## 4064 15658 Partially Protected - Default 2004-11 22
## 4065 15658 Partially Protected - Default 2006-06 25
## 4066 15658 Partially Protected - Default 2006-03 42
## 4067 15658 Partially Protected - Default 2006-04 25
## 4068 15658 Partially Protected - Default 2004-10 9
## 4069 15658 Partially Protected - Default 2006-09 28
## 4070 15658 Partially Protected - Default 2003-09 1
## 4071 15658 Partially Protected - Default 2004-08 12
## 4072 15658 Partially Protected - Default 2004-09 3
## 4073 15658 Partially Protected - Default 2004-07 1
## 4074 15658 Partially Protected - Default 2006-05 23
## 4075 15670 <NA> 2001-09 1
## 4076 15670 <NA> 2002-02 1
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## 4100 15831 Partially Protected - Autoreview 2002-06 4
## 4101 15831 Partially Protected - Autoreview 2006-12 31
## 4102 15831 Partially Protected - Autoreview 2002-08 1
## 4103 15831 Partially Protected - Autoreview 2002-09 1
## 4104 15831 Partially Protected - Autoreview 2007-04 32
## 4105 15831 Partially Protected - Autoreview 2007-05 65
## 4106 15831 Partially Protected - Autoreview 2007-06 66
## 4107 15831 Partially Protected - Autoreview 2007-07 38
## 4108 15831 Partially Protected - Autoreview 2007-08 28
## 4109 15831 Partially Protected - Autoreview 2007-09 31
## 4110 15831 Partially Protected - Autoreview 2007-10 40
## 4111 15831 Partially Protected - Autoreview 2007-11 31
## 4112 15831 Partially Protected - Autoreview 2007-12 32
## 4113 15831 Partially Protected - Autoreview 2008-01 2
## 4114 15831 Partially Protected - Autoreview 2007-01 32
## 4115 15831 Partially Protected - Autoreview 2007-02 31
## 4116 15831 Partially Protected - Autoreview 2007-03 35
## 4117 15831 Partially Protected - Autoreview 2006-01 39
## 4118 15831 Partially Protected - Autoreview 2006-02 12
## 4119 15831 Partially Protected - Autoreview 2006-03 11
## 4120 15831 Partially Protected - Autoreview 2006-04 30
## 4121 15831 Partially Protected - Autoreview 2006-05 34
## 4122 15831 Partially Protected - Autoreview 2002-12 3
## 4123 15831 Partially Protected - Autoreview 2003-01 2
## 4124 15831 Partially Protected - Autoreview 2003-02 1
## 4125 15831 Partially Protected - Autoreview 2003-03 2
## 4126 15831 Partially Protected - Autoreview 2003-04 2
## 4127 15831 Partially Protected - Autoreview 2003-06 4
## 4128 15831 Partially Protected - Autoreview 2003-07 2
## 4129 15831 Partially Protected - Autoreview 2003-08 2
## 4130 15831 Partially Protected - Autoreview 2003-09 1
## 4131 15831 Partially Protected - Autoreview 2003-10 1
## 4132 15831 Partially Protected - Autoreview 2003-11 2
## 4133 15831 Partially Protected - Autoreview 2003-12 1
## 4134 15831 Partially Protected - Autoreview 2004-01 1
## 4135 15831 Partially Protected - Autoreview 2004-02 1
## 4136 15831 Partially Protected - Autoreview 2004-03 3
## 4137 15831 Partially Protected - Autoreview 2004-04 4
## 4138 15831 Partially Protected - Autoreview 2004-05 3
## 4139 15831 Partially Protected - Autoreview 2004-06 28
## 4140 15831 Partially Protected - Autoreview 2004-07 1
## 4141 15831 Partially Protected - Autoreview 2004-09 5
## 4142 15831 Partially Protected - Autoreview 2004-10 2
## 4143 15831 Partially Protected - Autoreview 2004-11 10
## 4144 15831 Partially Protected - Autoreview 2004-12 16
## 4145 15831 Partially Protected - Autoreview 2005-01 11
## 4146 15831 Partially Protected - Autoreview 2005-02 5
## 4147 15831 Partially Protected - Autoreview 2005-03 9
## 4148 15831 Partially Protected - Autoreview 2005-04 5
## 4149 15831 Partially Protected - Autoreview 2005-05 19
## 4150 15831 Partially Protected - Autoreview 2005-06 39
## 4151 15831 Partially Protected - Autoreview 2005-07 13
## 4152 15831 Partially Protected - Autoreview 2005-08 23
## 4153 15831 Partially Protected - Autoreview 2005-09 20
## 4154 15831 Partially Protected - Autoreview 2005-10 9
## 4155 15831 Partially Protected - Autoreview 2005-11 20
## 4156 15831 Partially Protected - Autoreview 2005-12 18
## 4157 15831 Partially Protected - Autoreview 2001-09 1
## 4158 15831 Partially Protected - Autoreview 2002-02 2
## 4159 15831 Partially Protected - Autoreview 2002-04 1
## 4160 15831 Partially Protected - Autoreview 2006-08 36
## 4161 15831 Partially Protected - Autoreview 2006-09 24
## 4162 15831 Partially Protected - Autoreview 2006-06 74
## 4163 15831 Partially Protected - Autoreview 2006-07 41
## 4164 15831 Partially Protected - Autoreview 2006-10 18
## 4165 15831 Partially Protected - Autoreview 2006-11 25
## 4166 15896 <NA> 2001-07 1
## 4167 16083 <NA> 2001-09 1
## 4168 16083 <NA> 2002-02 1
## 4169 16083 <NA> 2002-04 1
## 4170 16083 <NA> 2002-05 1
## 4171 16083 <NA> 2002-09 3
## 4172 16083 <NA> 2002-11 10
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## 4174 16083 <NA> 2003-01 1
## 4175 16083 <NA> 2003-04 4
## 4176 16083 <NA> 2003-05 2
## 4177 16083 <NA> 2003-06 4
## 4178 16083 <NA> 2003-07 1
## 4179 16083 <NA> 2003-08 2
## 4180 16083 <NA> 2003-09 1
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## 4185 16083 <NA> 2004-02 5
## 4186 16083 <NA> 2004-03 6
## 4187 16083 <NA> 2004-04 6
## 4188 16083 <NA> 2004-05 5
## 4189 16083 <NA> 2004-06 15
## 4190 16083 <NA> 2004-07 7
## 4191 16083 <NA> 2004-08 4
## 4192 16083 <NA> 2004-09 27
## 4193 16083 <NA> 2004-10 13
## 4194 16083 <NA> 2004-11 45
## 4195 16083 <NA> 2004-12 17
## 4196 16083 <NA> 2005-01 15
## 4197 16083 <NA> 2005-02 16
## 4198 16083 <NA> 2005-03 34
## 4199 16083 <NA> 2005-04 57
## 4200 16083 <NA> 2005-05 48
## 4201 16083 <NA> 2005-06 54
## 4202 16083 <NA> 2005-07 32
## 4203 16083 <NA> 2005-08 20
## 4204 16083 <NA> 2005-09 16
## 4205 16083 <NA> 2005-10 32
## 4206 16083 <NA> 2005-11 34
## 4207 16083 <NA> 2005-12 43
## 4208 16083 <NA> 2006-01 57
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## 4211 16083 <NA> 2006-04 38
## 4212 16083 <NA> 2006-05 28
## 4213 16083 <NA> 2006-06 33
## 4214 16083 <NA> 2006-07 43
## 4215 16083 <NA> 2006-08 35
## 4216 16083 <NA> 2006-09 52
## 4217 16083 <NA> 2006-10 43
## 4218 16083 <NA> 2006-11 52
## 4219 16083 <NA> 2006-12 58
## 4220 16083 <NA> 2007-01 30
## 4221 16083 <NA> 2007-02 36
## 4222 16083 <NA> 2007-03 55
## 4223 16083 <NA> 2007-04 35
## 4224 16083 <NA> 2007-05 76
## 4225 16083 <NA> 2007-06 25
## 4226 16083 <NA> 2007-07 37
## 4227 16083 <NA> 2007-08 32
## 4228 16083 <NA> 2007-09 44
## 4229 16083 <NA> 2007-10 79
## 4230 16083 <NA> 2007-11 25
## 4231 16083 <NA> 2007-12 52
## 4232 16083 <NA> 2008-01 3
## 4233 16126 <NA> 2001-09 1
## 4234 16126 <NA> 2002-02 1
## 4235 16126 <NA> 2002-04 1
## 4236 16126 <NA> 2003-12 1
## 4237 16126 <NA> 2004-01 3
## 4238 16126 <NA> 2004-02 2
## 4239 16126 <NA> 2004-04 1
## 4240 16126 <NA> 2004-06 1
## 4241 16126 <NA> 2004-07 1
## 4242 16126 <NA> 2005-09 1
## 4243 16126 <NA> 2006-02 1
## 4244 16126 <NA> 2006-03 1
## 4245 16126 <NA> 2006-05 1
## 4246 16126 <NA> 2006-06 2
## 4247 16126 <NA> 2006-08 2
## 4248 16126 <NA> 2007-01 1
## 4249 16126 <NA> 2007-02 1
## 4250 16126 <NA> 2007-08 1
## 4251 16126 <NA> 2007-10 4
## 4252 16126 <NA> 2007-11 1
## 4253 16126 <NA> 2007-12 1
## 4254 16126 <NA> 2008-01 1
## 4255 16773 <NA> 2001-08 1
## 4256 16773 <NA> 2002-02 1
## 4257 16773 <NA> 2002-03 1
## 4258 16773 <NA> 2002-04 3
## 4259 16773 <NA> 2002-08 1
## 4260 16773 <NA> 2002-09 6
## 4261 16773 <NA> 2003-03 3
## 4262 16773 <NA> 2003-05 2
## 4263 16773 <NA> 2003-08 1
## 4264 16773 <NA> 2004-02 2
## 4265 16773 <NA> 2004-03 1
## 4266 16773 <NA> 2004-05 1
## 4267 16773 <NA> 2004-06 4
## 4268 16773 <NA> 2004-07 2
## 4269 16773 <NA> 2004-08 1
## 4270 16773 <NA> 2004-11 5
## 4271 16773 <NA> 2004-12 1
## 4272 16773 <NA> 2005-01 3
## 4273 16773 <NA> 2005-03 6
## 4274 16773 <NA> 2005-04 1
## 4275 16773 <NA> 2005-06 3
## 4276 16773 <NA> 2005-09 5
## 4277 16773 <NA> 2005-10 2
## 4278 16773 <NA> 2005-11 2
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## 4280 16773 <NA> 2006-01 3
## 4281 16773 <NA> 2006-03 5
## 4282 16773 <NA> 2006-05 9
## 4283 16773 <NA> 2006-06 3
## 4284 16773 <NA> 2006-07 4
## 4285 16773 <NA> 2006-08 3
## 4286 16773 <NA> 2006-10 1
## 4287 16773 <NA> 2007-01 1
## 4288 16773 <NA> 2007-02 1
## 4289 16773 <NA> 2007-03 2
## 4290 16773 <NA> 2007-04 3
## 4291 16773 <NA> 2007-05 1
## 4292 16773 <NA> 2007-07 5
## 4293 16773 <NA> 2007-08 2
## 4294 16773 <NA> 2007-10 1
## 4295 16773 <NA> 2007-12 1
## 4296 16773 <NA> 2008-01 1
## 4297 16897 Partially Protected - Autoreview 2006-09 158
## 4298 16897 Partially Protected - Autoreview 2006-08 60
## 4299 16897 Partially Protected - Autoreview 2007-05 10
## 4300 16897 Partially Protected - Autoreview 2006-10 115
## 4301 16897 Partially Protected - Autoreview 2007-08 2
## 4302 16897 Partially Protected - Autoreview 2007-09 1
## 4303 16897 Partially Protected - Autoreview 2007-06 38
## 4304 16897 Partially Protected - Autoreview 2007-12 100
## 4305 16897 Partially Protected - Autoreview 2008-01 4
## 4306 16897 Partially Protected - Autoreview 2007-10 10
## 4307 16897 Partially Protected - Autoreview 2007-11 85
## 4308 16897 Partially Protected - Autoreview 2007-02 152
## 4309 16897 Partially Protected - Autoreview 2007-03 109
## 4310 16897 Partially Protected - Autoreview 2007-04 38
## 4311 16897 Partially Protected - Autoreview 2003-08 2
## 4312 16897 Partially Protected - Autoreview 2007-07 12
## 4313 16897 Partially Protected - Autoreview 2002-07 2
## 4314 16897 Partially Protected - Autoreview 2002-09 4
## 4315 16897 Partially Protected - Autoreview 2002-10 3
## 4316 16897 Partially Protected - Autoreview 2002-11 1
## 4317 16897 Partially Protected - Autoreview 2002-12 8
## 4318 16897 Partially Protected - Autoreview 2006-11 89
## 4319 16897 Partially Protected - Autoreview 2006-12 71
## 4320 16897 Partially Protected - Autoreview 2007-01 106
## 4321 16897 Partially Protected - Autoreview 2004-09 5
## 4322 16897 Partially Protected - Autoreview 2004-10 5
## 4323 16897 Partially Protected - Autoreview 2004-11 6
## 4324 16897 Partially Protected - Autoreview 2004-12 8
## 4325 16897 Partially Protected - Autoreview 2003-09 4
## 4326 16897 Partially Protected - Autoreview 2003-11 1
## 4327 16897 Partially Protected - Autoreview 2003-12 2
## 4328 16897 Partially Protected - Autoreview 2004-01 2
## 4329 16897 Partially Protected - Autoreview 2004-04 13
## 4330 16897 Partially Protected - Autoreview 2004-05 5
## 4331 16897 Partially Protected - Autoreview 2004-06 2
## 4332 16897 Partially Protected - Autoreview 2004-07 6
## 4333 16897 Partially Protected - Autoreview 2004-08 3
## 4334 16897 Partially Protected - Autoreview 2001-10 1
## 4335 16897 Partially Protected - Autoreview 2002-01 3
## 4336 16897 Partially Protected - Autoreview 2002-02 1
## 4337 16897 Partially Protected - Autoreview 2002-04 1
## 4338 16897 Partially Protected - Autoreview 2002-05 3
## 4339 16897 Partially Protected - Autoreview 2002-06 1
## 4340 16897 Partially Protected - Autoreview 2006-05 93
## 4341 16897 Partially Protected - Autoreview 2006-06 57
## 4342 16897 Partially Protected - Autoreview 2006-07 45
## 4343 16897 Partially Protected - Autoreview 2005-05 14
## 4344 16897 Partially Protected - Autoreview 2005-06 3
## 4345 16897 Partially Protected - Autoreview 2005-07 4
## 4346 16897 Partially Protected - Autoreview 2003-01 1
## 4347 16897 Partially Protected - Autoreview 2003-02 1
## 4348 16897 Partially Protected - Autoreview 2003-04 4
## 4349 16897 Partially Protected - Autoreview 2003-06 1
## 4350 16897 Partially Protected - Autoreview 2003-07 2
## 4351 16897 Partially Protected - Autoreview 2006-01 43
## 4352 16897 Partially Protected - Autoreview 2005-01 26
## 4353 16897 Partially Protected - Autoreview 2005-02 11
## 4354 16897 Partially Protected - Autoreview 2005-03 15
## 4355 16897 Partially Protected - Autoreview 2005-04 13
## 4356 16897 Partially Protected - Autoreview 2005-09 13
## 4357 16897 Partially Protected - Autoreview 2005-10 61
## 4358 16897 Partially Protected - Autoreview 2005-11 42
## 4359 16897 Partially Protected - Autoreview 2005-08 13
## 4360 16897 Partially Protected - Autoreview 2006-02 59
## 4361 16897 Partially Protected - Autoreview 2006-03 84
## 4362 16897 Partially Protected - Autoreview 2005-12 36
## 4363 16897 Partially Protected - Autoreview 2006-04 80
## 4364 17224 <NA> 2002-02 1
## 4365 17224 <NA> 2002-09 1
## 4366 17224 <NA> 2004-02 2
## 4367 17224 <NA> 2004-03 1
## 4368 17224 <NA> 2004-08 1
## 4369 17224 <NA> 2004-09 1
## 4370 17224 <NA> 2004-10 1
## 4371 17224 <NA> 2005-07 1
## 4372 17224 <NA> 2005-08 1
## 4373 17224 <NA> 2006-03 1
## 4374 17224 <NA> 2006-08 1
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## 4377 17224 <NA> 2007-02 2
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## 4380 17634 <NA> 2002-02 1
## 4381 17634 <NA> 2002-05 4
## 4382 17634 <NA> 2002-06 1
## 4383 17634 <NA> 2002-09 5
## 4384 17634 <NA> 2002-10 1
## 4385 17634 <NA> 2003-02 1
## 4386 17634 <NA> 2003-03 1
## 4387 17634 <NA> 2003-05 1
## 4388 17634 <NA> 2003-11 2
## 4389 17634 <NA> 2004-02 1
## 4390 17634 <NA> 2004-03 4
## 4391 17634 <NA> 2005-06 1
## 4392 17634 <NA> 2005-10 1
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## 4394 17634 <NA> 2006-01 1
## 4395 17634 <NA> 2006-02 2
## 4396 17634 <NA> 2006-10 2
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## 4398 17634 <NA> 2007-08 1
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## 4400 17845 <NA> 2001-05 1
## 4401 17845 <NA> 2002-02 1
## 4402 17845 <NA> 2002-04 1
## 4403 17845 <NA> 2002-09 1
## 4404 17845 <NA> 2002-11 1
## 4405 17845 <NA> 2002-12 1
## 4406 17845 <NA> 2003-02 2
## 4407 17845 <NA> 2003-05 2
## 4408 17845 <NA> 2003-07 1
## 4409 17845 <NA> 2003-08 2
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## 4411 17845 <NA> 2003-10 1
## 4412 17845 <NA> 2003-12 1
## 4413 17845 <NA> 2004-01 1
## 4414 17845 <NA> 2004-02 1
## 4415 17845 <NA> 2004-03 3
## 4416 17845 <NA> 2004-04 2
## 4417 17845 <NA> 2004-06 1
## 4418 17845 <NA> 2004-07 3
## 4419 17845 <NA> 2004-09 4
## 4420 17845 <NA> 2004-10 2
## 4421 17845 <NA> 2004-11 2
## 4422 17845 <NA> 2004-12 3
## 4423 17845 <NA> 2005-01 3
## 4424 17845 <NA> 2005-02 7
## 4425 17845 <NA> 2005-03 4
## 4426 17845 <NA> 2005-04 2
## 4427 17845 <NA> 2005-05 3
## 4428 17845 <NA> 2005-06 2
## 4429 17845 <NA> 2005-07 5
## 4430 17845 <NA> 2005-08 14
## 4431 17845 <NA> 2005-09 8
## 4432 17845 <NA> 2005-10 5
## 4433 17845 <NA> 2005-11 6
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## 4436 17845 <NA> 2006-02 4
## 4437 17845 <NA> 2006-03 9
## 4438 17845 <NA> 2006-04 2
## 4439 17845 <NA> 2006-05 13
## 4440 17845 <NA> 2006-06 9
## 4441 17845 <NA> 2006-07 10
## 4442 17845 <NA> 2006-08 11
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## 4449 17845 <NA> 2007-03 9
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## 4451 17845 <NA> 2007-05 12
## 4452 17845 <NA> 2007-06 7
## 4453 17845 <NA> 2007-07 9
## 4454 17845 <NA> 2007-08 7
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## 4459 18195 <NA> 2001-09 1
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## 4461 18195 <NA> 2002-04 1
## 4462 18195 <NA> 2002-09 1
## 4463 18195 <NA> 2002-10 1
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## 4465 18195 <NA> 2003-05 3
## 4466 18195 <NA> 2003-06 1
## 4467 18195 <NA> 2003-07 3
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## 4474 18195 <NA> 2004-03 7
## 4475 18195 <NA> 2004-04 7
## 4476 18195 <NA> 2004-05 1
## 4477 18195 <NA> 2004-06 13
## 4478 18195 <NA> 2004-07 8
## 4479 18195 <NA> 2004-08 8
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## 4481 18195 <NA> 2004-10 3
## 4482 18195 <NA> 2004-11 5
## 4483 18195 <NA> 2004-12 8
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## 4485 18195 <NA> 2005-02 6
## 4486 18195 <NA> 2005-03 9
## 4487 18195 <NA> 2005-04 18
## 4488 18195 <NA> 2005-05 18
## 4489 18195 <NA> 2005-06 3
## 4490 18195 <NA> 2005-07 26
## 4491 18195 <NA> 2005-08 17
## 4492 18195 <NA> 2005-09 9
## 4493 18195 <NA> 2005-10 10
## 4494 18195 <NA> 2005-11 14
## 4495 18195 <NA> 2005-12 9
## 4496 18195 <NA> 2006-01 22
## 4497 18195 <NA> 2006-02 9
## 4498 18195 <NA> 2006-03 15
## 4499 18195 <NA> 2006-04 22
## 4500 18195 <NA> 2006-05 31
## 4501 18195 <NA> 2006-06 17
## 4502 18195 <NA> 2006-07 5
## 4503 18195 <NA> 2006-08 23
## 4504 18195 <NA> 2006-09 39
## 4505 18195 <NA> 2006-10 18
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## 4523 18687 <NA> 2007-05 20
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## 4532 18687 <NA> 2002-02 1
## 4533 18687 <NA> 2002-07 2
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## 4537 18687 <NA> 2003-04 5
## 4538 18687 <NA> 2003-06 1
## 4539 18687 <NA> 2003-08 2
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## 4543 18687 <NA> 2004-02 3
## 4544 18687 <NA> 2004-03 4
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## 4558 18687 <NA> 2005-05 10
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## 4569 18687 <NA> 2006-04 5
## 4570 18687 <NA> 2006-05 5
## 4571 18687 <NA> 2006-06 8
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## 5868 24508 Partially Protected - Default 2005-02 7
## 5869 24508 Partially Protected - Default 2007-06 93
## 5870 24508 Partially Protected - Default 2002-08 5
## 5871 24508 Partially Protected - Default 2005-05 20
## 5872 24508 Partially Protected - Default 2005-08 6
## 5873 24508 Partially Protected - Default 2007-02 133
## 5874 24508 Partially Protected - Default 2006-12 86
## 5875 24508 Partially Protected - Default 2007-05 80
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## 5878 24508 Partially Protected - Default 2006-04 39
## 5879 24508 Partially Protected - Default 2007-04 94
## 5880 24508 Partially Protected - Default 2003-09 2
## 5881 24508 Partially Protected - Default 2002-12 5
## 5882 24508 Partially Protected - Default 2004-04 2
## 5883 24508 Partially Protected - Default 2002-11 1
## 5884 24508 Partially Protected - Default 2005-01 7
## 5885 24508 Partially Protected - Default 2002-07 2
## 5886 24508 Partially Protected - Default 2006-06 16
## 5887 24508 Partially Protected - Default 2006-03 34
## 5888 24508 Partially Protected - Default 2005-09 12
## 5889 24508 Partially Protected - Default 2004-09 13
## 5890 24508 Partially Protected - Default 2004-07 5
## 5891 24508 Partially Protected - Default 2006-05 70
## 5892 24508 Partially Protected - Default 2005-04 25
## 5893 24508 Partially Protected - Default 2004-12 4
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## 5895 24508 Partially Protected - Default 2003-10 1
## 5896 24508 Partially Protected - Default 2003-03 2
## 5897 24508 Partially Protected - Default 2004-05 4
## 5898 24508 Partially Protected - Default 2004-06 3
## 5899 24508 Partially Protected - Default 2006-09 78
## 5900 24508 Partially Protected - Default 2007-03 155
## 5901 24508 Partially Protected - Default 2002-02 1
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## 5903 24508 Partially Protected - Default 2007-11 15
## 5904 24508 Partially Protected - Default 2006-02 46
## 5905 24508 Partially Protected - Default 2007-12 10
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## 5908 24508 Partially Protected - Default 2005-07 19
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## 5911 24508 Partially Protected - Default 2004-02 4
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## 5918 24508 Partially Protected - Default 2007-08 101
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## 6396 26152 Partially Protected - Autoreview 2003-10 1
## 6397 26152 Partially Protected - Autoreview 2003-11 9
## 6398 26152 Partially Protected - Autoreview 2006-12 117
## 6399 26152 Partially Protected - Autoreview 2003-09 1
## 6400 26152 Partially Protected - Autoreview 2004-02 4
## 6401 26152 Partially Protected - Autoreview 2004-03 11
## 6402 26152 Partially Protected - Autoreview 2004-04 34
## 6403 26152 Partially Protected - Autoreview 2004-01 3
## 6404 26152 Partially Protected - Autoreview 2004-06 12
## 6405 26152 Partially Protected - Autoreview 2004-07 10
## 6406 26152 Partially Protected - Autoreview 2004-08 10
## 6407 26152 Partially Protected - Autoreview 2004-05 13
## 6408 26152 Partially Protected - Autoreview 2003-07 1
## 6409 26152 Partially Protected - Autoreview 2003-08 1
## 6410 26152 Partially Protected - Autoreview 2006-11 158
## 6411 26152 Partially Protected - Autoreview 2005-11 35
## 6412 26152 Partially Protected - Autoreview 2007-01 138
## 6413 26152 Partially Protected - Autoreview 2007-02 249
## 6414 26152 Partially Protected - Autoreview 2006-03 284
## 6415 26152 Partially Protected - Autoreview 2006-04 154
## 6416 26152 Partially Protected - Autoreview 2002-12 5
## 6417 26152 Partially Protected - Autoreview 2003-01 3
## 6418 26152 Partially Protected - Autoreview 2003-03 2
## 6419 26152 Partially Protected - Autoreview 2003-04 3
## 6420 26152 Partially Protected - Autoreview 2003-06 9
## 6421 26152 Partially Protected - Autoreview 2004-09 18
## 6422 26152 Partially Protected - Autoreview 2006-09 132
## 6423 26152 Partially Protected - Autoreview 2006-10 86
## 6424 26152 Partially Protected - Autoreview 2007-12 70
## 6425 26152 Partially Protected - Autoreview 2005-12 106
## 6426 26152 Partially Protected - Autoreview 2006-01 213
## 6427 26152 Partially Protected - Autoreview 2007-03 199
## 6428 26152 Partially Protected - Autoreview 2007-04 299
## 6429 26152 Partially Protected - Autoreview 2007-05 230
## 6430 26152 Partially Protected - Autoreview 2007-06 107
## 6431 26152 Partially Protected - Autoreview 2007-07 176
## 6432 26152 Partially Protected - Autoreview 2007-08 96
## 6433 26152 Partially Protected - Autoreview 2007-09 32
## 6434 26152 Partially Protected - Autoreview 2006-08 123
## 6435 26152 Partially Protected - Autoreview 2007-10 26
## 6436 26152 Partially Protected - Autoreview 2007-11 33
## 6437 26152 Partially Protected - Autoreview 2005-10 47
## 6438 26152 Partially Protected - Autoreview 2001-11 2
## 6439 26152 Partially Protected - Autoreview 2002-02 1
## 6440 26152 Partially Protected - Autoreview 2006-02 208
## 6441 26152 Partially Protected - Autoreview 2002-09 5
## 6442 26152 Partially Protected - Autoreview 2002-11 1
## 6443 26152 Partially Protected - Autoreview 2004-12 27
## 6444 26152 Partially Protected - Autoreview 2006-05 107
## 6445 26152 Partially Protected - Autoreview 2006-06 171
## 6446 26152 Partially Protected - Autoreview 2006-07 122
## 6447 26152 Partially Protected - Autoreview 2005-07 25
## 6448 26152 Partially Protected - Autoreview 2005-08 148
## 6449 26152 Partially Protected - Autoreview 2005-09 77
## 6450 26152 Partially Protected - Autoreview 2002-06 2
## 6451 26152 Partially Protected - Autoreview 2004-11 26
## 6452 26152 Partially Protected - Autoreview 2005-04 28
## 6453 26152 Partially Protected - Autoreview 2002-04 1
## 6454 26152 Partially Protected - Autoreview 2005-02 46
## 6455 26152 Partially Protected - Autoreview 2005-03 19
## 6456 26152 Partially Protected - Autoreview 2005-01 25
## 6457 26152 Partially Protected - Autoreview 2005-05 17
## 6458 26152 Partially Protected - Autoreview 2004-10 41
## 6459 26152 Partially Protected - Autoreview 2005-06 107
## 6460 26196 <NA> 2002-02 1
## 6461 26196 <NA> 2003-03 1
## 6462 26345 <NA> 2001-12 6
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## 6466 26964 <NA> 2002-02 1
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## 6805 27456 <NA> 2008-01 1
## 6806 27651 Partially Protected - Autoreview 2003-10 1
## 6807 27651 Partially Protected - Autoreview 2003-12 1
## 6808 27651 Partially Protected - Autoreview 2003-11 4
## 6809 27651 Partially Protected - Autoreview 2002-03 2
## 6810 27651 Partially Protected - Autoreview 2004-05 3
## 6811 27651 Partially Protected - Autoreview 2004-07 6
## 6812 27651 Partially Protected - Autoreview 2005-12 13
## 6813 27651 Partially Protected - Autoreview 2004-06 5
## 6814 27651 Partially Protected - Autoreview 2003-06 6
## 6815 27651 Partially Protected - Autoreview 2003-08 2
## 6816 27651 Partially Protected - Autoreview 2007-04 54
## 6817 27651 Partially Protected - Autoreview 2005-11 17
## 6818 27651 Partially Protected - Autoreview 2004-12 8
## 6819 27651 Partially Protected - Autoreview 2004-04 6
## 6820 27651 Partially Protected - Autoreview 2007-07 27
## 6821 27651 Partially Protected - Autoreview 2007-05 42
## 6822 27651 Partially Protected - Autoreview 2005-07 25
## 6823 27651 Partially Protected - Autoreview 2005-08 49
## 6824 27651 Partially Protected - Autoreview 2005-09 56
## 6825 27651 Partially Protected - Autoreview 2004-08 5
## 6826 27651 Partially Protected - Autoreview 2005-10 19
## 6827 27651 Partially Protected - Autoreview 2003-04 4
## 6828 27651 Partially Protected - Autoreview 2003-07 1
## 6829 27651 Partially Protected - Autoreview 2003-09 11
## 6830 27651 Partially Protected - Autoreview 2007-03 34
## 6831 27651 Partially Protected - Autoreview 2002-02 3
## 6832 27651 Partially Protected - Autoreview 2002-04 1
## 6833 27651 Partially Protected - Autoreview 2004-02 9
## 6834 27651 Partially Protected - Autoreview 2007-08 22
## 6835 27651 Partially Protected - Autoreview 2002-10 3
## 6836 27651 Partially Protected - Autoreview 2002-11 1
## 6837 27651 Partially Protected - Autoreview 2003-01 1
## 6838 27651 Partially Protected - Autoreview 2003-02 1
## 6839 27651 Partially Protected - Autoreview 2003-03 2
## 6840 27651 Partially Protected - Autoreview 2006-10 41
## 6841 27651 Partially Protected - Autoreview 2006-12 17
## 6842 27651 Partially Protected - Autoreview 2007-02 54
## 6843 27651 Partially Protected - Autoreview 2001-12 1
## 6844 27651 Partially Protected - Autoreview 2004-11 3
## 6845 27651 Partially Protected - Autoreview 2006-02 14
## 6846 27651 Partially Protected - Autoreview 2002-05 1
## 6847 27651 Partially Protected - Autoreview 2007-06 32
## 6848 27651 Partially Protected - Autoreview 2005-04 8
## 6849 27651 Partially Protected - Autoreview 2005-05 18
## 6850 27651 Partially Protected - Autoreview 2007-09 105
## 6851 27651 Partially Protected - Autoreview 2006-08 32
## 6852 27651 Partially Protected - Autoreview 2007-10 34
## 6853 27651 Partially Protected - Autoreview 2007-11 53
## 6854 27651 Partially Protected - Autoreview 2006-11 41
## 6855 27651 Partially Protected - Autoreview 2007-01 35
## 6856 27651 Partially Protected - Autoreview 2004-10 3
## 6857 27651 Partially Protected - Autoreview 2006-05 35
## 6858 27651 Partially Protected - Autoreview 2008-01 5
## 6859 27651 Partially Protected - Autoreview 2006-03 11
## 6860 27651 Partially Protected - Autoreview 2002-09 5
## 6861 27651 Partially Protected - Autoreview 2006-09 132
## 6862 27651 Partially Protected - Autoreview 2006-06 30
## 6863 27651 Partially Protected - Autoreview 2006-07 35
## 6864 27651 Partially Protected - Autoreview 2004-09 23
## 6865 27651 Partially Protected - Autoreview 2006-04 48
## 6866 27651 Partially Protected - Autoreview 2005-02 7
## 6867 27651 Partially Protected - Autoreview 2007-12 55
## 6868 27651 Partially Protected - Autoreview 2005-01 2
## 6869 27651 Partially Protected - Autoreview 2006-01 14
## 6870 27651 Partially Protected - Autoreview 2005-03 4
## 6871 27659 <NA> 2001-07 1
## 6872 27659 <NA> 2002-05 4
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## 6881 27659 <NA> 2004-01 1
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## 6915 27659 <NA> 2007-06 1
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## 8669 34040 Partially Protected - Default 2004-02 7
## 8670 34040 Partially Protected - Default 2006-06 46
## 8671 34040 Partially Protected - Default 2007-05 24
## 8672 34040 Partially Protected - Default 2005-08 22
## 8673 34040 Partially Protected - Default 2006-03 37
## 8674 34040 Partially Protected - Default 2006-02 55
## 8675 34040 Partially Protected - Default 2005-09 7
## 8676 34040 Partially Protected - Default 2004-11 8
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## 8680 34040 Partially Protected - Default 2004-04 1
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## 8685 34040 Partially Protected - Default 2007-01 11
## 8686 34040 Partially Protected - Default 2007-02 27
## 8687 34040 Partially Protected - Default 2006-01 25
## 8688 34040 Partially Protected - Default 2007-04 21
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## 8690 34040 Partially Protected - Default 2002-02 1
## 8691 34040 Partially Protected - Default 2003-04 1
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## 8694 34040 Partially Protected - Default 2006-11 87
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## 8700 34040 Partially Protected - Default 2004-06 8
## 8701 34040 Partially Protected - Default 2005-03 9
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## 8703 34040 Partially Protected - Default 2004-10 2
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## 8705 34040 Partially Protected - Default 2006-12 13
## 8706 34040 Partially Protected - Default 2006-10 150
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## 8708 34040 Partially Protected - Default 2004-05 9
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## 9747 37751 Partially Protected - Default 2007-07 47
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## 9755 37751 Partially Protected - Default 2007-11 205
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## 9760 37751 Partially Protected - Default 2004-11 7
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## 9764 37751 Partially Protected - Default 2005-12 34
## 9765 37751 Partially Protected - Default 2006-03 48
## 9766 37751 Partially Protected - Default 2007-02 233
## 9767 37751 Partially Protected - Default 2006-11 92
## 9768 37751 Partially Protected - Default 2007-06 109
## 9769 37751 Partially Protected - Default 2007-05 302
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## 9783 37751 Partially Protected - Default 2005-03 12
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## 9785 37751 Partially Protected - Default 2005-02 6
## 9786 37751 Partially Protected - Default 2007-12 182
## 9787 37751 Partially Protected - Default 2005-06 7
## 9788 37751 Partially Protected - Default 2005-05 19
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## 9791 37751 Partially Protected - Default 2006-12 141
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## 9793 37751 Partially Protected - Default 2004-03 8
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## 16316 77894 Partially Protected - Default 2006-01 3
## 16317 77894 Partially Protected - Default 2006-06 1
## 16318 77894 Partially Protected - Default 2006-04 5
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## 16325 77894 Partially Protected - Default 2006-05 6
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## 16328 77894 Partially Protected - Default 2004-11 3
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## 16335 77894 Partially Protected - Default 2006-12 4
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## 16341 77894 Partially Protected - Default 2005-04 2
## 16342 77894 Partially Protected - Default 2005-05 2
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## 16344 77894 Partially Protected - Default 2007-10 2
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## [ reached getOption("max.print") -- omitted 3107 rows ]# USE THIS
ggplot(data = data.count.indicators, aes(x=as.yearmon(date), y = count, colour = Indicator)) + geom_line(aes(group = article_id), size = .7, alpha = 0.5) + geom_point(size = .6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggplot(data = data.count.indicators[which(!is.na(data.count.indicators$Indicator)),], aes(x=as.yearmon(date), y = count, colour = Indicator), size = 0.7, alpha = 0.3) + geom_line(aes(group = article_id), size = .7, alpha = 0.5) + geom_point(size = .6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
It’s pretty clear that article’s with tags are more popular for revisions.
Let’s look at which articles have been deleted.
deleted.articles <- read.csv("data/badtitles1000sample.txt")
deleted.articles <- deleted.articles[,1]
data.count.indicators$Indicator <- as.character(data.count.indicators$Indicator)
data.count.indicators[which(data.count.indicators$article_id %in% deleted.articles), "Indicator"] <- "Deleted Article IDs"
# need to clean article_id 1073 as a bad article. It was not identified as a bad article during the scraping
data.count.indicators[which(data.count.indicators$article_id == 1073), "Indicator"] <- "Deleted Article IDs"
data.count.indicators$Indicator <- as.factor(data.count.indicators$Indicator)
ggplot(data = data.count.indicators, aes(x=as.yearmon(date), y = count, colour = Indicator)) + geom_line(aes(group = article_id), size = .7, alpha = 0.5) + geom_point(size = .6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
# USE THIS
ggplot(data = data.count.indicators[which(!is.na(data.count.indicators$Indicator)),], aes(x=as.yearmon(date), y = count, colour = Indicator)) + geom_line(aes(group = article_id), size = .8, alpha = 0.6) + geom_point(size = .75)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggplot(data = data.count.indicators[which(!is.na(data.count.indicators$Indicator) & data.count.indicators$Indicator == "Deleted Article IDs"),], aes(x=as.yearmon(date), y = count, colour = Indicator)) + geom_line(aes(group = article_id), size = .8, alpha = 0.6) + geom_point(size = .75)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave('img-older/article-revisions-by-year-deleted-articleids.png',
plot = last_plot(),
width = 10,
height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.Living people
# we are interested in doing this again on the complete old enough articles!!
living.people.article.ids <- unique(as.character(categories[which(categories$category == "Living people"), "article_id"]))
living.people.indicator <- collapsed
living.people.indicator$LivingPerson <- NA
living.people.indicator[which(living.people.indicator$article_id %in% living.people.article.ids), "LivingPerson"] <- "Living People"
library(zoo)
ggplot(data = living.people.indicator, aes(x=as.yearmon(date), y = count, colour = as.factor(LivingPerson), alpha = 0.5)) + geom_line(aes(group = article_id), alpha=0.5, size = 0.4) + geom_point(size = 1.0)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave('img-older/living-people-sample2.png',
plot = last_plot(),
width = 10,
height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.ggplot(data = living.people.indicator[which(!is.na(living.people.indicator$LivingPerson)),], aes(x=as.yearmon(date), y = count, alpha = 0.5)) + geom_line(aes(group = article_id), alpha=0.5, size = 0.4) + geom_point(size = 0.8)+ geom_dl(aes(label=article_id), method = "top.points")## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.
ggsave('img-older/living-people-top-points-sample2.png',
plot = last_plot(),
width = 10,
height = 6)## Don't know how to automatically pick scale for object of type yearmon. Defaulting to continuous.Who is that super popular living person?
popularperson <- as.integer(unique(living.people.indicator[which(!is.na(living.people.indicator$LivingPerson) & living.people.indicator$count > 100),"article_id"]))
# 162864 is Lauryn Hill https://en.wikipedia.org/?curid=162864
popularpeople <- living.people.indicator %>%
filter(!is.na(LivingPerson))%>%
group_by(article_id) %>%
dplyr::summarize(totalrevisions = sum(count)) %>%
arrange(desc(totalrevisions))head(popularpeople)## # A tibble: 6 x 2
## article_id totalrevisions
## <int> <int>
## 1 162864 1681
## 2 156123 415
## 3 308577 306
## 4 63328 283
## 5 150582 240
## 6 151606 212Are articles deleted? Is there a trend in articles that don’t have categories?
# show articles that don't have categories
no.categories.articles <- collapsed %>%
filter(!article_id %in% articles.with.categories) %>%
group_by(article_id) %>%
dplyr::summarise(totalrevisions = sum(count))
# how many of these articles were "bad titles"
mysteriousarticles <- no.categories.articles %>%
filter(!article_id %in% deleted.articles)
head(mysteriousarticles)## # A tibble: 1 x 2
## article_id totalrevisions
## <int> <int>
## 1 1073 2# this produces only the article 1073, but looking through browser shows that this article is a "bad title"
# this was fixed in the above codeallcategories <- as.data.frame(do.call(rbind,strsplit(readLines("data/Categories_all_oldenough.txt"), "\x1e",fixed=T)), stringsAsFactors = FALSE)
allcategories <- as.data.frame(allcategories)
names(allcategories) <- c("article_id", "category")
all.cat.unique.counts <- allcategories %>%
group_by(category) %>%
dplyr::summarize(count = n())
arrange(all.cat.unique.counts, desc(count))manually.all.cat.unique.counts <- all.cat.unique.counts
manually.all.cat.unique.counts$manual.category <- manually.all.cat.unique.counts$category
geo.list <- c("Cities", "Townships", "Towns in", "Villages in", "places in", "cities", "towns", "Counties", "metropolitan area", "counties", "Municipalities of", "Member states", "Areas of", "metroplex", "Populated places")
for (g in geo.list){
manually.all.cat.unique.counts[which(all.cat.unique.counts$category %like% g), "manual.category"] <- "Geography"
}
manually.all.cat.unique.counts[which(all.cat.unique.counts$category %like% "isambiguation pages"), "manual.category"] <- "Disambiguation pages"
manually.all.cat.unique.counts[which(all.cat.unique.counts$category %like% "films"), "manual.category"] <- "Films"
grouped.manually.all.cat.unique.counts <- manually.all.cat.unique.counts %>%
group_by(manual.category) %>%
dplyr::summarize(count = sum(count))
arrange(grouped.manually.all.cat.unique.counts, desc(count))
# maybe some article_id have multiple tags with film in them. have to control for that